diff --git a/docs/index_files/figure-html/highabund_ts_forecasts-1.png b/docs/index_files/figure-html/highabund_ts_forecasts-1.png index da0e81c37f..e6cba13be8 100644 Binary files a/docs/index_files/figure-html/highabund_ts_forecasts-1.png and b/docs/index_files/figure-html/highabund_ts_forecasts-1.png differ diff --git a/docs/index_files/figure-html/highabund_ts_forecasts-2.png b/docs/index_files/figure-html/highabund_ts_forecasts-2.png index 647da8e3fe..0940b48ca5 100644 Binary files a/docs/index_files/figure-html/highabund_ts_forecasts-2.png and b/docs/index_files/figure-html/highabund_ts_forecasts-2.png differ diff --git a/docs/index_files/figure-html/highabund_ts_forecasts-3.png b/docs/index_files/figure-html/highabund_ts_forecasts-3.png index ae720f9252..207f0759c3 100644 Binary files a/docs/index_files/figure-html/highabund_ts_forecasts-3.png and b/docs/index_files/figure-html/highabund_ts_forecasts-3.png differ diff --git a/docs/index_files/figure-html/speciesforecasts-1.png b/docs/index_files/figure-html/speciesforecasts-1.png index b7e040b12c..eb287267e3 100644 Binary files a/docs/index_files/figure-html/speciesforecasts-1.png and b/docs/index_files/figure-html/speciesforecasts-1.png differ diff --git a/docs/report_files/figure-html/speciesforecasts-1.png b/docs/report_files/figure-html/speciesforecasts-1.png index f2d5a2a8a7..551442919a 100644 Binary files a/docs/report_files/figure-html/speciesforecasts-1.png and b/docs/report_files/figure-html/speciesforecasts-1.png differ diff --git a/predictions/2017-08-19Allforecasts.csv b/predictions/2017-08-19Allforecasts.csv new file mode 100644 index 0000000000..f07c20fe90 --- /dev/null +++ b/predictions/2017-08-19Allforecasts.csv @@ -0,0 +1,781 @@ +"date","forecastmonth","forecastyear","newmoonnumber","currency","model","level","species","estimate","LowerPI","UpperPI","fit_start_newmoon","fit_end_newmoon","initial_newmoon" +2017-08-19,8,2017,496,"abundance","Forecast","All","total",184.189698922766,102.606773522007,265.772624323525,217,495,495 +2017-08-19,9,2017,497,"abundance","Forecast","All","total",192.439150769893,77.9996346435278,306.878666896258,217,495,495 +2017-08-19,10,2017,498,"abundance","Forecast","All","total",200.688602617019,57.678775034166,343.698430199872,217,495,495 +2017-08-19,11,2017,499,"abundance","Forecast","All","total",208.938054464146,39.2344664406765,378.641642487615,217,495,495 +2017-08-19,12,2017,500,"abundance","Forecast","All","total",217.187506311272,21.6858507149694,412.689161907575,217,495,495 +2017-08-19,1,2018,501,"abundance","Forecast","All","total",225.436958158399,4.52167797424019,446.352238342558,217,495,495 +2017-08-19,2,2018,502,"abundance","Forecast","All","total",233.686410005525,-12.5646014933646,479.937421504416,217,495,495 +2017-08-19,3,2018,503,"abundance","Forecast","All","total",241.935861852652,-29.7749382686868,513.646661973991,217,495,495 +2017-08-19,4,2018,504,"abundance","Forecast","All","total",250.185313699779,-47.2520059392317,547.622633338789,217,495,495 +2017-08-19,5,2018,505,"abundance","Forecast","All","total",258.434765546905,-65.1023513983417,581.971882492152,217,495,495 +2017-08-19,6,2018,506,"abundance","Forecast","All","total",266.684217394032,-83.4092962367729,616.777731024836,217,495,495 +2017-08-19,7,2018,507,"abundance","Forecast","All","total",274.933669241158,-102.240619418594,652.107957900911,217,495,495 +2017-08-19,8,2017,496,"abundance","AutoArima","All","total",169.194940952637,104.815513150296,273.117281817985,217,495,495 +2017-08-19,9,2017,497,"abundance","AutoArima","All","total",165.925382163637,87.7508214453216,313.74330168868,217,495,495 +2017-08-19,10,2017,498,"abundance","AutoArima","All","total",163.108757573733,78.1328842453339,340.502812026109,217,495,495 +2017-08-19,11,2017,499,"abundance","AutoArima","All","total",160.676864616448,71.9130279094871,359.003863047829,217,495,495 +2017-08-19,12,2017,500,"abundance","AutoArima","All","total",158.573008876234,67.6035893868716,371.953610335156,217,495,495 +2017-08-19,1,2018,501,"abundance","AutoArima","All","total",156.749791322062,64.4881692205475,381.007824791547,217,495,495 +2017-08-19,2,2018,502,"abundance","AutoArima","All","total",155.167377884203,62.1693538426518,387.279482112628,217,495,495 +2017-08-19,3,2018,503,"abundance","AutoArima","All","total",153.792134518143,60.4061368919468,391.549962580041,217,495,495 +2017-08-19,4,2018,504,"abundance","AutoArima","All","total",152.595541707739,59.0430713495244,394.379879244981,217,495,495 +2017-08-19,5,2018,505,"abundance","AutoArima","All","total",151.553324462816,57.9752725914335,396.175975188522,217,495,495 +2017-08-19,6,2018,506,"abundance","AutoArima","All","total",150.644749875589,57.1295109637944,397.234989101535,217,495,495 +2017-08-19,7,2018,507,"abundance","AutoArima","All","total",149.852056000393,56.4532794737562,397.773856485769,217,495,495 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Series","All","BA",0.47548815478813,0,1,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","BA",0.502531845358864,0,1,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","BA",0.527741532671527,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","DM",33.8482689837062,21,48,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","DM",34.0160722356269,17,52,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","DM",33.815899838971,15,56,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","DM",33.5019405303164,14,55,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","DM",33.373513407822,14,57,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","DM",33.2677735903423,13,58,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","DM",33.4512678756023,14,58,217,495,495 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Series","All","DO",10.2794040631985,2,27,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","DO",10.6810205717511,2,29,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","DO",11.0248067426465,2,29,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","DO",11.3190898083599,2,30,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","DO",11.5709979056084,1,31,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","DO",11.7866327610365,2,31,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","DO",11.9712175095545,2,31,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","DO",12.1292231830412,2,31,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","DS",0.906874101196408,0,3,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","DS",0.828591395783875,0,3,217,495,495 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Series","All","DS",0.42367428152004,0,3,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","NA",5.47109680202338,1,13,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","NA",4.42342399562064,0,13,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","NA",3.67139788903376,0,12,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","NA",3.16789426850773,0,11,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","NA",2.88420609023808,0,12,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","NA",2.69457982323448,0,9,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","NA",2.5968242137489,0,9,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","NA",2.55536065258232,0,8,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","NA",2.57952276153624,0,8,217,495,495 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Series","All","OL",1.77042891413422,0,8,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","OL",1.80242115024812,0,7,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","OL",1.79600795761711,0,6,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","OL",2.01626884916425,0,7,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","OL",2.07302331495584,0,7,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","OL",1.98465833864605,0,7,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","OT",8.3175723499362,2,17,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","OT",8.55418985324411,1,22,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","OT",8.75426565858708,1,22,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","OT",8.94586166239039,1,25,217,495,495 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Series","All","PB",2.60233183235228,0,7,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","PB",2.85425229677749,0,9,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","PB",3.1341394488804,0,10,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","PB",3.40159374670265,0,14,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","PB",3.6303643069109,0,14,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","PB",3.84712408427653,0,13,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","PB",3.96786046087295,0,15,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","PB",4.10377165931566,0,15,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","PB",4.21055142155274,0,16,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","PB",4.32675513792093,0,17,217,495,495 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+2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","PF",3.19953388364378,0,11,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","PF",3.37659327662808,0,13,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","PF",3.53311921088649,0,12,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","PF",3.67121652257887,0,13,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","PF",3.79788358100237,0,13,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","PF",3.9097319419413,0,12,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","PH",1.47669383758913,0,4,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","PH",1.09350371279291,0,4,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","PH",0.812913339001299,0,4,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","PH",0.607451473554242,0,3,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","PH",0.45700234165303,0,3,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","PH",0.346836198468268,0,2,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","PH",0.266167211204231,0,2,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","PH",0.207097470558267,0,1,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","PH",0.163843744704258,0,1,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","PH",0.144326868207781,0,1,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","PH",0.11788006861523,0,0,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","PH",0.285309078461799,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","PL",0.100114343666836,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","PL",0.178590549818335,0,1,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","PL",0.240105360806317,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","PL",0.288324714906024,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","PL",0.32612221581493,0,1,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","PL",0.355750382370056,0,1,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","PL",0.413331893666322,0,1,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","PL",0.564550836790758,0,2,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","PL",0.71443144461355,0,3,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","PL",0.764709584296748,0,2,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","PL",0.768258015502411,0,2,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","PL",0.736682503242831,0,2,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","PM",0.219437097990537,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","PM",0.358200211994498,0,2,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","PM",0.469525968629398,0,3,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","PM",0.571727594005236,0,3,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","PM",0.666115920776087,0,3,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","PM",0.752066891279146,0,3,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","PM",0.830311461016007,0,4,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","PM",0.947764838534535,0,4,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","PM",1.04118812900875,0,3,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","PM",1.15786995557832,0,5,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","PM",1.21741511008521,0,5,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","PM",1.25534505641123,0,5,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","PP",100.490896929393,8,297,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","PP",93.8672333371387,2,350,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","PP",88.0246022057749,1,366,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","PP",82.8709077184876,1,354,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","PP",78.3249135801184,1,274,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","PP",74.3149625123559,1,237,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","PP",70.7778467406766,1,203,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","PP",67.657811666083,1,216,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","PP",64.9056770193129,0,185,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","PP",62.4780616475705,1,178,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","PP",60.3366997031939,0,193,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","PP",58.4478374789012,1,166,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","RF",0.021459274221025,0,0,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","RF",0.0214592742219962,0,0,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","RF",0.0214592742219962,0,0,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","RF",0.0214592742219962,0,0,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","RF",0.0214592742219962,0,0,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","RF",0.0214592742219962,0,0,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","RF",0.0214592742219962,0,0,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","RF",0.0214592742219962,0,0,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","RF",0.0214592742219963,0,0,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","RF",0.0214592742219962,0,0,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","RF",0.0214592742219963,0,0,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","RF",0.0214592742219962,0,0,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","RM",0.750913799491944,0,4,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","RM",1.38425019567558,0,7,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","RM",1.91841935197622,0,7,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","RM",2.36894878510263,0,10,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","RM",2.74893472723172,0,9,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","RM",3.0694228143557,0,10,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","RM",3.33972916677727,0,12,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","RM",3.56771119519376,0,12,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","RM",3.75999600387276,0,11,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","RM",3.9221730311892,0,13,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","RM",4.05895652623976,0,10,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","RM",4.1743225853978,0,13,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","RO",0.112018215313948,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","RO",0.185989357417677,0,1,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","RO",0.234836144073253,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","RO",0.267092081979814,0,2,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","RO",0.288392265706704,0,1,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","RO",0.302457825608063,0,1,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","RO",0.311746007244213,0,1,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","RO",0.317879450849292,0,1,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","RO",0.321929665604949,0,1,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","RO",0.324604221819029,0,1,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","RO",0.326370362906992,0,1,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","RO",0.327536632824185,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","SF",0.0631868905098447,0,0,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","SF",0.139482550540884,0,1,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","SF",0.210664961536437,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","SF",0.255324767292316,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","SF",0.301559555934873,0,1,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","SF",0.342935547399592,0,1,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","SF",0.373914761553821,0,1,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","SF",0.402479281778739,0,1,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","SF",0.430081327620289,0,1,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","SF",0.454294930182869,0,1,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","SF",0.476190847023731,0,1,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","SF",0.497222742966075,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","SH",1.91337571564007,0,11,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","SH",1.83749268752552,0,5,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","SH",1.77076696344646,0,2,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","SH",1.7112959725338,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","SH",1.66041494511323,0,1,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","SH",1.61343824926246,0,1,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","SH",1.58342254617144,0,1,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","SH",1.58123617812818,0,2,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","SH",1.55496427271436,0,2,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","SH",1.52007963314734,0,2,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","SH",1.58611140687611,0,2,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","SH",1.54693987420818,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","SO",0.012875478630188,0,0,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","SO",0.0128754786305924,0,0,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","SO",0.0128754786305924,0,0,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","SO",0.0128754786305924,0,0,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","SO",0.0128754786305924,0,0,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","SO",0.0128754786305924,0,0,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","SO",0.0128754786305924,0,0,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","SO",0.0128754786305924,0,0,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","SO",0.0128754786305924,0,0,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","SO",0.0128754786305924,0,0,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","SO",0.0128754786305924,0,0,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","SO",0.0128754786305924,0,0,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","All","total",169.765384358972,94,266,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","All","total",166.31017397423,71,301,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","All","total",163.061176671956,58,321,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","All","total",160.049324493811,53,347,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","All","total",157.100415958883,46,380,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","All","total",153.944341602059,40,388,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","All","total",150.85290588077,36,384,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","All","total",148.254987541729,34,372,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","All","total",145.863986969194,29,392,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","All","total",143.939312762422,31,429,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","All","total",142.175029556679,30,421,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","All","total",140.772535768619,28,411,217,495,495 +2017-08-19,8,2017,496,"abundance","Poisson Env","All","BA",0.213473065434906,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","All","BA",0.256087072041243,0,1,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","All","BA",0.263208365095745,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","All","BA",0.264623168403161,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","Poisson Env","All","BA",0.264948842999222,0,1,217,495,495 +2017-08-19,1,2018,501,"abundance","Poisson Env","All","BA",0.264997055032248,0,1,217,495,495 +2017-08-19,2,2018,502,"abundance","Poisson Env","All","BA",0.265104172306887,0,1,217,495,495 +2017-08-19,3,2018,503,"abundance","Poisson Env","All","BA",0.265507619109817,0,1,217,495,495 +2017-08-19,4,2018,504,"abundance","Poisson Env","All","BA",0.265592360252261,0,1,217,495,495 +2017-08-19,5,2018,505,"abundance","Poisson Env","All","BA",0.265137845409673,0,1,217,495,495 +2017-08-19,6,2018,506,"abundance","Poisson Env","All","BA",0.265039224564007,0,1,217,495,495 +2017-08-19,7,2018,507,"abundance","Poisson Env","All","BA",0.265281141092883,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","Poisson Env","All","DM",33.278775549186,24,42,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","All","DM",33.1226791509842,22,47,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","All","DM",32.6348914701368,20,47,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","All","DM",32.1753547943411,19,47,217,495,495 +2017-08-19,12,2017,500,"abundance","Poisson Env","All","DM",31.9644329797256,17,48,217,495,495 +2017-08-19,1,2018,501,"abundance","Poisson Env","All","DM",31.8736508453308,17,48,217,495,495 +2017-08-19,2,2018,502,"abundance","Poisson Env","All","DM",32.1380522322452,17,49,217,495,495 +2017-08-19,3,2018,503,"abundance","Poisson Env","All","DM",32.7914139820287,17,50,217,495,495 +2017-08-19,4,2018,504,"abundance","Poisson Env","All","DM",33.3631280684936,18,50,217,495,495 +2017-08-19,5,2018,505,"abundance","Poisson Env","All","DM",33.6426396346359,18,50,217,495,495 +2017-08-19,6,2018,506,"abundance","Poisson Env","All","DM",33.9214221287132,19,50,217,495,495 +2017-08-19,7,2018,507,"abundance","Poisson Env","All","DM",33.6515054344351,18,49,217,495,495 +2017-08-19,8,2017,496,"abundance","Poisson Env","All","DO",6.7992351118658,3,11,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","All","DO",6.62244633163952,2,12,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","All","DO",6.46519531840837,2,13,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","All","DO",6.35620490524012,1,12,217,495,495 +2017-08-19,12,2017,500,"abundance","Poisson Env","All","DO",6.24756795439125,1,13,217,495,495 +2017-08-19,1,2018,501,"abundance","Poisson Env","All","DO",6.12062354064864,1,12,217,495,495 +2017-08-19,2,2018,502,"abundance","Poisson Env","All","DO",6.04993568380083,1,13,217,495,495 +2017-08-19,3,2018,503,"abundance","Poisson Env","All","DO",6.08311932395679,1,13,217,495,495 +2017-08-19,4,2018,504,"abundance","Poisson Env","All","DO",6.12995487293762,1,12,217,495,495 +2017-08-19,5,2018,505,"abundance","Poisson Env","All","DO",6.1467253396034,1,12,217,495,495 +2017-08-19,6,2018,506,"abundance","Poisson Env","All","DO",6.16092655034819,1,13,217,495,495 +2017-08-19,7,2018,507,"abundance","Poisson 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Env","All","RO",0.612908496466826,0,2,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","All","RO",0.736189210971618,0,3,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","All","RO",0.670156402650686,0,2,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","All","RO",0.704831700291859,0,2,217,495,495 +2017-08-19,12,2017,500,"abundance","Poisson Env","All","RO",0.70435542276292,0,2,217,495,495 +2017-08-19,1,2018,501,"abundance","Poisson Env","All","RO",0.721523444108355,0,3,217,495,495 +2017-08-19,2,2018,502,"abundance","Poisson Env","All","RO",0.817332112032395,0,3,217,495,495 +2017-08-19,3,2018,503,"abundance","Poisson Env","All","RO",1.12218191530902,0,3,217,495,495 +2017-08-19,4,2018,504,"abundance","Poisson Env","All","RO",1.26873328111701,0,4,217,495,495 +2017-08-19,5,2018,505,"abundance","Poisson Env","All","RO",1.26676304722533,0,3,217,495,495 +2017-08-19,6,2018,506,"abundance","Poisson Env","All","RO",0.963934652860853,0,3,217,495,495 +2017-08-19,7,2018,507,"abundance","Poisson Env","All","RO",1.0143079862317,0,3,217,495,495 +2017-08-19,8,2017,496,"abundance","Poisson Env","All","SF",0.56808546067117,0,2,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","All","SF",0.902649698916578,0,3,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","All","SF",1.07946820094067,0,3,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","All","SF",1.1262490644562,0,3,217,495,495 +2017-08-19,12,2017,500,"abundance","Poisson Env","All","SF",1.15425938648899,0,3,217,495,495 +2017-08-19,1,2018,501,"abundance","Poisson Env","All","SF",1.16721541737633,0,3,217,495,495 +2017-08-19,2,2018,502,"abundance","Poisson Env","All","SF",1.16930328948647,0,3,217,495,495 +2017-08-19,3,2018,503,"abundance","Poisson Env","All","SF",1.18714061518369,0,3,217,495,495 +2017-08-19,4,2018,504,"abundance","Poisson Env","All","SF",1.19993294252277,0,3,217,495,495 +2017-08-19,5,2018,505,"abundance","Poisson Env","All","SF",1.18304067929418,0,3,217,495,495 +2017-08-19,6,2018,506,"abundance","Poisson Env","All","SF",1.17211371720999,0,4,217,495,495 +2017-08-19,7,2018,507,"abundance","Poisson Env","All","SF",1.18165713221324,0,3,217,495,495 +2017-08-19,8,2017,496,"abundance","Poisson Env","All","SH",0.634863313221856,0,2,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","All","SH",0.349909936294923,0,1,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","All","SH",0.29014218140621,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","All","SH",0.27683571411983,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","Poisson Env","All","SH",0.274013928421745,0,1,217,495,495 +2017-08-19,1,2018,501,"abundance","Poisson Env","All","SH",0.272846078544149,0,1,217,495,495 +2017-08-19,2,2018,502,"abundance","Poisson Env","All","SH",0.274883517755946,0,1,217,495,495 +2017-08-19,3,2018,503,"abundance","Poisson Env","All","SH",0.27853096971743,0,1,217,495,495 +2017-08-19,4,2018,504,"abundance","Poisson Env","All","SH",0.276366059036443,0,1,217,495,495 +2017-08-19,5,2018,505,"abundance","Poisson Env","All","SH",0.273382427716422,0,1,217,495,495 +2017-08-19,6,2018,506,"abundance","Poisson Env","All","SH",0.28277858551598,0,2,217,495,495 +2017-08-19,7,2018,507,"abundance","Poisson Env","All","SH",0.275470182664782,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","Poisson Env","All","SO",6.1034758179718e-30,0,0,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","All","SO",1.77626478471259e-25,0,0,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","All","SO",1.17238643699745e-32,0,0,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","All","SO",5.27835661644398e-34,0,0,217,495,495 +2017-08-19,12,2017,500,"abundance","Poisson Env","All","SO",8.78227856233598e-28,0,0,217,495,495 +2017-08-19,1,2018,501,"abundance","Poisson Env","All","SO",1.69590736949222e-26,0,0,217,495,495 +2017-08-19,2,2018,502,"abundance","Poisson Env","All","SO",1.20885263042535e-18,0,0,217,495,495 +2017-08-19,3,2018,503,"abundance","Poisson Env","All","SO",1.36478375183429e-35,0,0,217,495,495 +2017-08-19,4,2018,504,"abundance","Poisson Env","All","SO",2.8990302395973e-26,0,0,217,495,495 +2017-08-19,5,2018,505,"abundance","Poisson Env","All","SO",1.84424270411361e-27,0,0,217,495,495 +2017-08-19,6,2018,506,"abundance","Poisson Env","All","SO",2.2321441231098e-25,0,0,217,495,495 +2017-08-19,7,2018,507,"abundance","Poisson Env","All","SO",4.64305025435923e-24,0,0,217,495,495 +2017-08-19,8,2017,496,"abundance","Poisson Env","All","total",144.020439317861,124,164,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","All","total",124.962960206073,102,148,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","All","total",111.087256139674,87,135,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","All","total",100.926567461721,77,125,217,495,495 +2017-08-19,12,2017,500,"abundance","Poisson Env","All","total",93.6202234226947,70,119,217,495,495 +2017-08-19,1,2018,501,"abundance","Poisson Env","All","total",89.2609202720425,66,115,217,495,495 +2017-08-19,2,2018,502,"abundance","Poisson Env","All","total",86.4761239960695,63,112,217,495,495 +2017-08-19,3,2018,503,"abundance","Poisson Env","All","total",83.1181060082109,59,108,217,495,495 +2017-08-19,4,2018,504,"abundance","Poisson Env","All","total",80.3187602929045,58,106,217,495,495 +2017-08-19,5,2018,505,"abundance","Poisson Env","All","total",77.3151961274584,54,100,217,495,495 +2017-08-19,6,2018,506,"abundance","Poisson Env","All","total",74.5308774817351,51,97,217,495,495 +2017-08-19,7,2018,507,"abundance","Poisson Env","All","total",71.9225251469378,48,96,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","BA",0.0934722740796454,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","DM",33.8482686930758,19.6965399005868,47.9999974855647,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","DO",7.87383081162523,0.747661623255063,14.9999999999954,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","DS",0.906874101196408,0,3,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","NA",6.08561972736565,1.35411842463823,10.8171210300931,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","OL",0.630123410591553,0,3.00000000000033,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","OT",8.3175723499362,0,17,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","PB",2.28894745144906,0,6,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","PE",2.54289508663073,0,6.99999999998997,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","PF",1.43500300459242,0,5,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","PH",0.369371859415382,0,1.53138591988191,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","PL",0.100114343666837,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","PM",0.219437097990537,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","PP",100.490896929393,0,297,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","RF",0.0115130486355983,0,0.0243716253939823,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","RM",0.750913799491944,0,4,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","RO",0.114442526285347,0,1.00734621995315,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","SF",0.0631868905098447,0,0.126373781019689,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","SH",1.91337571564007,0,11,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","SO",0.000142021217764088,0,0.00273457846874704,217,495,495 +2017-08-19,8,2017,496,"abundance","Ensemble","All","total",169.194940952637,65.272600087288,273.117281817985,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","BA",0.156268997111766,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","DM",34.0160717797002,16.0321458411404,51.99999771826,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","DO",8.62183528248558,0,19.9999999999914,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","DS",0.828591395783875,0,3,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","NA",5.38080271398958,0,10.8608856211661,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","OL",0.942996350715287,0,4.00000000000442,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","OT",8.55418985324411,0,22,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","PB",2.60233183235228,0,7,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","PE",2.9867866589365,0,8.99999999999026,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","PF",1.8435686286133,0,7,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","PH",0.201843156592769,0,1.48127940005392,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","PL",0.178590549818336,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","PM",0.358200211994498,0,2,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","PP",93.8672333371387,0,350,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","RF",0.0107719532662849,0,0.0231774570960153,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","RM",1.38425019567558,0,7,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","RO",0.188652326917431,0,1.01820365169062,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","SF",0.139482550540884,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","SH",1.83749268752552,0,5,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","SO",0.000142021217768548,0,0.00273457846883292,217,495,495 +2017-08-19,9,2017,497,"abundance","Ensemble","All","total",165.925382163637,18.1074626385944,313.74330168868,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","BA",0.208671923694787,0,1,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","DM",33.8158992362652,11.6318023189043,55.999996153626,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","DO",9.26213164516244,0,21.9999999999904,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","DS",0.762786050059297,0,4,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","NA",4.71839776825137,0,10.5742894130284,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","OL",1.24036440034202,0,5.00000000001274,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","OT",8.75426565858708,0,22,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","PB",2.85425229677749,0,9,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","PE",3.18259747635666,0,10.9999999999722,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","PF",2.2043290637223,0,8,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","PH",0.193132757009858,0,1.47862170335121,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","PL",0.240105360806318,0,1.00000000000001,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","PM",0.469525968629398,0,3,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","PP",88.0246022057749,0,366,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","RF",0.00728640298517744,0,0.0182260857787728,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","RM",1.91841935197622,0,7,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","RO",0.236943095872183,0,1.0074435837498,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","SF",0.210664961536437,0,1,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","SH",1.77076696344646,1.5415339268929,2.00000000000001,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","SO",0.000142021217768548,0,0.00273457846883292,217,495,495 +2017-08-19,10,2017,498,"abundance","Ensemble","All","total",163.108757573733,0,340.502812026109,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","BA",0.25637637745706,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","DM",33.5019398533178,12.0038832041849,54.9999965024507,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","DO",9.81022921838334,0,23.999999999988,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","DS",0.707469316913691,0,4,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","NA",4.24851740322701,0,10.3152388539273,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","OL",1.4310036245064,0,6.00000000001817,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","OT",8.94586166239039,0,25,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","PB",3.1341394488804,0,10,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","PE",3.46461555559002,0,11.9999999999728,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","PF",2.50795981175454,0,10,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","PH",0.196080341921014,0,1.28360593701365,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","PL",0.288324714906024,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","PM",0.571727594005236,0,3,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","PP",82.8709077184876,0,354,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","RF",0.0100901719598994,0,0.022117550688918,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","RM",2.36894878510263,0,10,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","RO",0.269210743489571,0,2.00098769797894,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","SF",0.255324767292316,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","SH",1.7112959725338,0.999999999999998,2.4225919450676,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","SO",0.000142021217768548,0,0.00273457846883292,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","All","total",160.676864616448,0,359.003863047829,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","BA",0.301012093466292,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","DM",33.3735126887237,9.74702929009807,56.9999960873494,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","DO",10.2794040631927,0,26.9999999999859,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","DS",0.638185743230009,0,4,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","NA",4.05945389860988,0,9.89906445660935,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","OL",1.59062914919897,0,6.00000000003031,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","OT",9.10714748133871,0,28,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","PB",3.40159374670265,0,14,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","PE",3.79907156222593,0,11.9999999999824,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","PF",2.77127350764801,0,10,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","PH",0.201263030068138,0,1.29209983194518,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","PL",0.32612221581493,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","PM",0.666115920776087,0,3,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","PP",78.3249135801184,0,274,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","RF",0.0132836938739236,0,0.0273767011465555,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","RM",2.74893472723172,0,9,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","RO",0.29040552905657,0,1.00756264050606,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","SF",0.301559555934873,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","SH",1.66041494511323,0.999999999999998,2.32082989022646,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","SO",0.000142021217768548,0,0.00273457846883292,217,495,495 +2017-08-19,12,2017,500,"abundance","Ensemble","All","total",158.573008876234,0,371.953610335156,217,495,495 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+2017-08-19,5,2018,505,"abundance","Ensemble","All","total",151.553324462816,0,396.175975188522,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","BA",0.502531845358864,0.00506369071772822,1,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","DM",35.9419499095329,6.88390589770004,64.9999939213657,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","DO",11.9712175095461,0,30.9999999999831,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","DS",0.452284310604817,0,3,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","NA",3.69736046289873,0,9.12108082184657,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","OL",2.07302331498098,0,7.00000000013885,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","OT",9.85349990707618,0,29,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","PB",4.32675513792093,0,17,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","PE",5.19562891865777,0,16.9999999999782,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","PF",3.79788358100237,0,13,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","PH",0.133488089753201,0,0.961375829646052,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","PL",0.768258015502408,0,2,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","PM",1.21741511008521,0,5,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","PP",60.3366997031939,0,193,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","RF",0.0648974376588967,0,0.9573411363261,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","RM",4.05895652623976,0,10,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","RO",0.32945617662961,0,1.0200662540868,217,495,495 +2017-08-19,6,2018,506,"abundance","Ensemble","All","SF",0.476190847023731,0,1,217,495,495 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+2017-08-19,7,2018,507,"abundance","Ensemble","All","OT",9.94898115530387,0,30,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","PB",4.49887272057161,0,18,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","PE",5.37488542135961,0,16.9999999999785,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","PF",3.9097319419413,0,12,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","PH",0.118856666057094,0,1.00544696426032,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","PL",0.736682503242829,0,2,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","PM",1.25534505641123,0,5,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","PP",58.4478374789012,0,166,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","RF",0.0209790220792663,0,0.0419598662290919,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","RM",4.1743225853978,0,13,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","RO",0.330860608931441,0,1.02024341513592,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","SF",0.497222742966075,0,1,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","SH",1.54693987420818,0.999999999999998,2.09387974841635,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","SO",0.000142021217768548,0,0.00273457846883292,217,495,495 +2017-08-19,7,2018,507,"abundance","Ensemble","All","total",149.852056000393,0,397.773856485769,217,495,495 diff --git a/predictions/2017-08-19Allforecasts_model_aic.csv b/predictions/2017-08-19Allforecasts_model_aic.csv new file mode 100644 index 0000000000..26c4d4137d --- /dev/null +++ b/predictions/2017-08-19Allforecasts_model_aic.csv @@ -0,0 +1,45 @@ +"date","currency","model","level","species","aic","fit_start_newmoon","fit_end_newmoon","initial_newmoon" +2017-08-19,"abundance","Forecast","All","total",3034.60905229841,217,495,495 +2017-08-19,"abundance","AutoArima","All","total",91.6324260132345,217,495,495 +2017-08-19,"abundance","NegBinom Time Series","All","BA",384.428584411101,217,495,495 +2017-08-19,"abundance","NegBinom Time Series","All","DM",1619.66569476751,217,495,495 +2017-08-19,"abundance","NegBinom Time Series","All","DO",1406.53591968049,217,495,495 +2017-08-19,"abundance","NegBinom Time Series","All","DS",210.824782951823,217,495,495 +2017-08-19,"abundance","NegBinom Time Series","All","NA",819.825386119389,217,495,495 +2017-08-19,"abundance","NegBinom Time Series","All","OL",752.414537331397,217,495,495 +2017-08-19,"abundance","NegBinom Time Series","All","OT",1357.92431694639,217,495,495 +2017-08-19,"abundance","NegBinom Time Series","All","PB",1647.6533009071,217,495,495 +2017-08-19,"abundance","NegBinom Time Series","All","PE",1101.22977607059,217,495,495 +2017-08-19,"abundance","NegBinom Time Series","All","PF",979.150769576377,217,495,495 +2017-08-19,"abundance","NegBinom Time 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Series","Controls","PE",0.290536224028911,0,2,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","PE",0.290566115565434,0,1,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","PE",0.290066390632561,0,2,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","PE",0.289434467294731,0,1,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","PE",0.302070865995559,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","PF",0.219339122271747,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","PF",0.379886183650906,0,2,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","PF",0.498604709861012,0,2,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","PF",0.586392777123217,0,3,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","PF",0.652954745233373,0,3,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","PF",0.700536516659083,0,3,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","PF",0.735714287816166,0,3,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","PF",0.761726410695867,0,3,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","PF",0.780965063130505,0,3,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","PF",0.795187495972875,0,4,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","PF",0.805704796978959,0,3,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","PF",0.813481592462307,0,3,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","PH",0,0,0,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","PL",0.0171674099521479,0,0,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","PL",0.0171674099525259,0,0,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","PL",0.0171674099525259,0,0,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","PL",0.0171674099525259,0,0,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","PL",0.0171674099525259,0,0,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","PL",0.0171674099525259,0,0,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","PL",0.0171674099525259,0,0,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","PL",0.0171674099525259,0,0,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","PL",0.0171674099525259,0,0,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","PL",0.0171674099525259,0,0,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","PL",0.0171674099525259,0,0,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","PL",0.0171674099525259,0,0,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","PM",0.100473200743425,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","PM",0.150483729897434,0,1,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","PM",0.175376467614586,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","PM",0.187766826159978,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","PM",0.193934126287233,0,1,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","PM",0.198446873310836,0,1,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","PM",0.199250119067721,0,1,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","PM",0.226449936608257,0,1,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","PM",0.213188642004132,0,1,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","PM",0.206587833475071,0,1,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","PM",0.203302281457714,0,1,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","PM",0.201666898154154,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","PP",16.7686849343499,1,43,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","PP",15.7334015254199,0,57,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","PP",14.8629405312881,0,50,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","PP",14.1310613801603,0,60,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","PP",13.5157011334654,0,59,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","PP",12.998309385554,0,55,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","PP",12.5632890503855,0,56,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","PP",12.1975261777659,0,46,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","PP",11.889994625454,0,42,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","PP",11.6314236697326,0,39,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","PP",11.4140185325876,0,36,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","PP",11.2312254057494,0,41,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","RF",0,0,0,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","RM",0.15066019133093,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","RM",0.251135776687045,0,2,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","RM",0.318143147137538,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","RM",0.362830497589648,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","RM",0.392632581703741,0,2,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","RM",0.412507651685686,0,2,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","RM",0.425762375928292,0,1,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","RM",0.434601978258488,0,2,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","RM",0.440497126910451,0,1,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","RM",0.444428613387406,0,1,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","RM",0.447050529654398,0,1,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","RM",0.44879909089016,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","RO",0.0132164428838779,0,0,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","RO",0.02130112295138,0,0,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","RO",0.0262466330533151,0,0,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","RO",0.0292718696692519,0,0,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","RO",0.0311224485567207,0,0,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","RO",0.0322544731397581,0,0,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","RO",0.0329469481621841,0,0,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","RO",0.0333705446669501,0,0,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","RO",0.0336296645128212,0,0,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","RO",0.033788171689935,0,0,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","RO",0.0338851326802966,0,0,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","RO",0.0339444450851001,0,0,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","SF",0.0679477525117695,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","SF",0.137544963792649,0,1,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","SF",0.185716088475209,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","SF",0.196311787957934,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","SF",0.2052046290587,0,1,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","SF",0.210732273741614,0,1,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","SF",0.213894657353042,0,1,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","SF",0.215394594187582,0,1,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","SF",0.217171614679609,0,1,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","SF",0.218420610836847,0,1,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","SF",0.218575704666966,0,1,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","SF",0.218707891590003,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","SH",0.0356026034882964,0,0,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","SH",0.0617351782742939,0,0,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","SH",0.0809166818171526,0,0,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","SH",0.0949960475580993,0,0,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","SH",0.105330406344126,0,0,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","SH",0.112915902273657,0,0,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","SH",0.118483712496651,0,0,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","SH",0.122570526469692,0,1,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","SH",0.125570278200098,0,0,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","SH",0.127772118199244,0,0,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","SH",0.129388285085168,0,0,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","SH",0.130574563545421,0,0,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","SO",0,0,0,217,495,495 +2017-08-19,8,2017,496,"abundance","NegBinom Time Series","Controls","total",37.3144616295534,21,57,217,495,495 +2017-08-19,9,2017,497,"abundance","NegBinom Time Series","Controls","total",37.5534087642226,18,64,217,495,495 +2017-08-19,10,2017,498,"abundance","NegBinom Time Series","Controls","total",37.7461150067477,17,65,217,495,495 +2017-08-19,11,2017,499,"abundance","NegBinom Time Series","Controls","total",37.8950047345665,16,70,217,495,495 +2017-08-19,12,2017,500,"abundance","NegBinom Time Series","Controls","total",38.0071732281433,15,71,217,495,495 +2017-08-19,1,2018,501,"abundance","NegBinom Time Series","Controls","total",38.0889411893362,16,73,217,495,495 +2017-08-19,2,2018,502,"abundance","NegBinom Time Series","Controls","total",38.154096448088,16,74,217,495,495 +2017-08-19,3,2018,503,"abundance","NegBinom Time Series","Controls","total",38.2120472578766,16,76,217,495,495 +2017-08-19,4,2018,504,"abundance","NegBinom Time Series","Controls","total",38.2584455339664,16,77,217,495,495 +2017-08-19,5,2018,505,"abundance","NegBinom Time Series","Controls","total",38.2935276492398,15,74,217,495,495 +2017-08-19,6,2018,506,"abundance","NegBinom Time Series","Controls","total",38.3196884306703,14,74,217,495,495 +2017-08-19,7,2018,507,"abundance","NegBinom Time Series","Controls","total",38.3520801262139,15,76,217,495,495 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Env","Controls","RM",0.00983899957333858,0,0,217,495,495 +2017-08-19,8,2017,496,"abundance","Poisson Env","Controls","RO",0.17407130533669,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","Controls","RO",0.148201871838538,0,1,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","Controls","RO",0.0566710271398383,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","Controls","RO",0.0970180919411763,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","Poisson Env","Controls","RO",0.077012642492117,0,1,217,495,495 +2017-08-19,1,2018,501,"abundance","Poisson Env","Controls","RO",0.15995465256323,0,1,217,495,495 +2017-08-19,2,2018,502,"abundance","Poisson Env","Controls","RO",0.218129317283676,0,1,217,495,495 +2017-08-19,3,2018,503,"abundance","Poisson Env","Controls","RO",0.170602095094982,0,1,217,495,495 +2017-08-19,4,2018,504,"abundance","Poisson Env","Controls","RO",0.432508758596872,0,2,217,495,495 +2017-08-19,5,2018,505,"abundance","Poisson Env","Controls","RO",0.719960597577089,0,2,217,495,495 +2017-08-19,6,2018,506,"abundance","Poisson Env","Controls","RO",0.528067259363101,0,2,217,495,495 +2017-08-19,7,2018,507,"abundance","Poisson Env","Controls","RO",0.264721088780254,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","Poisson Env","Controls","SF",0.217394481554448,0,1,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","Controls","SF",0.271175945671138,0,1,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","Controls","SF",0.284101425339346,0,1,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","Controls","SF",0.271351202597491,0,1,217,495,495 +2017-08-19,12,2017,500,"abundance","Poisson Env","Controls","SF",0.269058912644022,0,1,217,495,495 +2017-08-19,1,2018,501,"abundance","Poisson Env","Controls","SF",0.264808281865591,0,1,217,495,495 +2017-08-19,2,2018,502,"abundance","Poisson Env","Controls","SF",0.26001217314561,0,1,217,495,495 +2017-08-19,3,2018,503,"abundance","Poisson Env","Controls","SF",0.260319081552405,0,1,217,495,495 +2017-08-19,4,2018,504,"abundance","Poisson Env","Controls","SF",0.260835455326101,0,1,217,495,495 +2017-08-19,5,2018,505,"abundance","Poisson Env","Controls","SF",0.262377628000559,0,1,217,495,495 +2017-08-19,6,2018,506,"abundance","Poisson Env","Controls","SF",0.267453749764164,0,1,217,495,495 +2017-08-19,7,2018,507,"abundance","Poisson Env","Controls","SF",0.269419790361821,0,1,217,495,495 +2017-08-19,8,2017,496,"abundance","Poisson Env","Controls","SH",1.34804190343439,0,4,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","Controls","SH",3.6151704092767,0,8,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","Controls","SH",8.30886074095952,1,18,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","Controls","SH",15.6333511597699,3,34,217,495,495 +2017-08-19,12,2017,500,"abundance","Poisson Env","Controls","SH",28.0328114251339,6,60,217,495,495 +2017-08-19,1,2018,501,"abundance","Poisson Env","Controls","SH",49.8900461908657,11,106,217,495,495 +2017-08-19,2,2018,502,"abundance","Poisson Env","Controls","SH",86.5996664381108,18,185,217,495,495 +2017-08-19,3,2018,503,"abundance","Poisson Env","Controls","SH",122.695802896488,25,262,217,495,495 +2017-08-19,4,2018,504,"abundance","Poisson Env","Controls","SH",194.401419196579,40,422,217,495,495 +2017-08-19,5,2018,505,"abundance","Poisson Env","Controls","SH",318.974723604946,69,692,217,495,495 +2017-08-19,6,2018,506,"abundance","Poisson Env","Controls","SH",424.699891925551,93,910,217,495,495 +2017-08-19,7,2018,507,"abundance","Poisson Env","Controls","SH",609.363815989811,136,1284,217,495,495 +2017-08-19,8,2017,496,"abundance","Poisson Env","Controls","SO",0,0,0,217,495,495 +2017-08-19,9,2017,497,"abundance","Poisson Env","Controls","SO",0,0,0,217,495,495 +2017-08-19,10,2017,498,"abundance","Poisson Env","Controls","SO",0,0,0,217,495,495 +2017-08-19,11,2017,499,"abundance","Poisson Env","Controls","SO",0,0,0,217,495,495 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+2017-08-19,10,2017,498,"abundance","Ensemble","Controls","total",37.4928834945011,0,83.7727776842641,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","Controls","BA",0.165983820056484,0,1.00000000000018,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","Controls","DM",14.0974805973575,5.67015982684894,22.524801367866,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","Controls","DO",2.0531178205628,0,5.00342572671092,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","Controls","DS",0.137155913249773,0,1.00642739836039,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","Controls","NA",0.262626024066872,0,1.02623968799812,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","Controls","OL",0.368297260388492,0,1.83599867618772,217,495,495 +2017-08-19,11,2017,499,"abundance","Ensemble","Controls","OT",1.9205323830435,0,5.94321445552405,217,495,495 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